Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	132
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	20.8 KiB
Average record size in memory	161.0 B

Variable types

NUM	17
BOOL	2
CAT	1

Warnings

`T(C)` has constant value "132"	Constant
`nPortlandite` has constant value "132"	Constant
`nAmor-Sl` has constant value "132"	Constant
`Vol(aq)` is highly correlated with `b(H2O)`	High correlation
`b(H2O)` is highly correlated with `Vol(aq)`	High correlation
`nCa(s)` is highly correlated with `b(CaO)` and 4 other fields	High correlation
`b(CaO)` is highly correlated with `nCa(s)` and 4 other fields	High correlation
`nSi(s_reac)` is highly correlated with `b(SiO2)` and 1 other fields	High correlation
`b(SiO2)` is highly correlated with `nSi(s_reac)` and 1 other fields	High correlation
`mCSHQ` is highly correlated with `b(CaO)` and 4 other fields	High correlation
`nCa(CSHQ)` is highly correlated with `b(CaO)` and 4 other fields	High correlation
`nSi(CSHQ)` is highly correlated with `b(SiO2)` and 1 other fields	High correlation
`nH2O(CSHQ)` is highly correlated with `b(CaO)` and 4 other fields	High correlation
`C/S(CSHQ)` is highly correlated with `pH` and 1 other fields	High correlation
`pH` is highly correlated with `C/S(CSHQ)` and 1 other fields	High correlation
`nGelPW(CSH)` is highly correlated with `b(CaO)` and 4 other fields	High correlation
`ratio` is highly correlated with `pH` and 1 other fields	High correlation
`df_index` has unique values	Unique
`b(CaO)` has unique values	Unique
`b(SiO2)` has unique values	Unique
`b(H2O)` has unique values	Unique
`Vol(aq)` has unique values	Unique
`pH` has unique values	Unique
`nCa(aq)` has unique values	Unique
`nCa(s)` has unique values	Unique
`nSi(aq)` has unique values	Unique
`nSi(s_reac)` has unique values	Unique
`mCSHQ` has unique values	Unique
`nCa(CSHQ)` has unique values	Unique
`nSi(CSHQ)` has unique values	Unique
`nH2O(CSHQ)` has unique values	Unique
`C/S(CSHQ)` has unique values	Unique
`nGelPW(CSH)` has unique values	Unique
`ratio` has unique values	Unique

Reproduction

Analysis started	2022-10-27 18:06:11.978940
Analysis finished	2022-10-27 18:07:32.768236
Duration	1 minute and 20.79 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	256.3636364
Minimum	1
Maximum	493
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	23.85
Q1	135.25
median	258
Q3	376.25
95-th percentile	455.35
Maximum	493
Range	492
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	140.8547123
Coefficient of variation (CV)	0.5494332748
Kurtosis	-1.126287006
Mean	256.3636364
Median Absolute Deviation (MAD)	118.5
Skewness	-0.1713017587
Sum	33840
Variance	19840.04997
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	0.8%
334	1	0.8%
373	1	0.8%
371	1	0.8%
369	1	0.8%
362	1	0.8%
360	1	0.8%
359	1	0.8%
358	1	0.8%
356	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.8%
2	1	0.8%
3	1	0.8%
7	1	0.8%
9	1	0.8%

Value	Count	Frequency (%)
493	1	0.8%
491	1	0.8%
490	1	0.8%
484	1	0.8%
481	1	0.8%

T(C)
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.0 KiB

25	132

Frequencies
Length

Value	Count	Frequency (%)
25	132	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

b(CaO)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5633417394
Minimum	0.1572795
Maximum	1.072483
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.1572795
5-th percentile	0.25480515
Q1	0.395828175
median	0.54240155
Q3	0.7040071
95-th percentile	0.94235661
Maximum	1.072483
Range	0.9152035
Interquartile range (IQR)	0.308178925

Descriptive statistics

Standard deviation	0.2158842854
Coefficient of variation (CV)	0.3832208237
Kurtosis	-0.6933774858
Mean	0.5633417394
Median Absolute Deviation (MAD)	0.1531214
Skewness	0.3401987535
Sum	74.3611096
Variance	0.04660602468
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6715356	1	0.8%
0.4174385	1	0.8%
0.3045485	1	0.8%
0.3711635	1	0.8%
0.5967647	1	0.8%
0.5201185	1	0.8%
0.7650468	1	0.8%
0.4349238	1	0.8%
0.5831089	1	0.8%
0.5249809	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1572795	1	0.8%
0.1839494	1	0.8%
0.2079459	1	0.8%
0.2101337	1	0.8%
0.2219696	1	0.8%

Value	Count	Frequency (%)
1.072483	1	0.8%
1.045741	1	0.8%
1.025017	1	0.8%
0.9990011	1	0.8%
0.9760548	1	0.8%

b(SiO2)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4914465136
Minimum	0.2005553
Maximum	0.6984671
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.2005553
5-th percentile	0.236351095
Q1	0.38729075
median	0.5159721
Q3	0.6120833
95-th percentile	0.6806839
Maximum	0.6984671
Range	0.4979118
Interquartile range (IQR)	0.22479255

Descriptive statistics

Standard deviation	0.1425714285
Coefficient of variation (CV)	0.2901056871
Kurtosis	-0.9283578131
Mean	0.4914465136
Median Absolute Deviation (MAD)	0.10781525
Skewness	-0.4499837831
Sum	64.8709398
Variance	0.02032661222
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4770984	1	0.8%
0.2920599	1	0.8%
0.2444047	1	0.8%
0.2616398	1	0.8%
0.3741987	1	0.8%
0.4041271	1	0.8%
0.6252521	1	0.8%
0.6328904	1	0.8%
0.5205126	1	0.8%
0.4161955	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2005553	1	0.8%
0.2022614	1	0.8%
0.2069639	1	0.8%
0.2080779	1	0.8%
0.2176047	1	0.8%

Value	Count	Frequency (%)
0.6984671	1	0.8%
0.6968844	1	0.8%
0.6925261	1	0.8%
0.6907607	1	0.8%
0.6853133	1	0.8%

b(H2O)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.49008397
Minimum	2.790351
Maximum	8.271667
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2.790351
5-th percentile	3.10860925
Q1	4.1228855
median	5.6032045
Q3	6.6570805
95-th percentile	7.79609805
Maximum	8.271667
Range	5.481316
Interquartile range (IQR)	2.534195

Descriptive statistics

Standard deviation	1.543303557
Coefficient of variation (CV)	0.2811074595
Kurtosis	-1.147843083
Mean	5.49008397
Median Absolute Deviation (MAD)	1.35006
Skewness	0.04185343313
Sum	724.691084
Variance	2.38178587
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.321368	1	0.8%
6.914819	1	0.8%
4.824828	1	0.8%
7.107467	1	0.8%
4.420898	1	0.8%
3.937108	1	0.8%
6.21715	1	0.8%
4.739055	1	0.8%
6.165344	1	0.8%
6.001872	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.790351	1	0.8%
2.863043	1	0.8%
2.900925	1	0.8%
2.953816	1	0.8%
2.995816	1	0.8%

Value	Count	Frequency (%)
8.271667	1	0.8%
8.237335	1	0.8%
8.203109	1	0.8%
8.079769	1	0.8%
7.97684	1	0.8%

Vol(aq)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07957414364
Minimum	0.02489714
Maximum	0.1328448
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.02489714
5-th percentile	0.0374888125
Q1	0.05360864
median	0.077098905
Q3	0.101883375
95-th percentile	0.1221403
Maximum	0.1328448
Range	0.10794766
Interquartile range (IQR)	0.048274735

Descriptive statistics

Standard deviation	0.02813999351
Coefficient of variation (CV)	0.3536323763
Kurtosis	-1.090333879
Mean	0.07957414364
Median Absolute Deviation (MAD)	0.023845535
Skewness	-0.004693084608
Sum	10.50378696
Variance	0.0007918592347
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1101225	1	0.8%
0.1112054	1	0.8%
0.07678551	1	0.8%
0.1161842	1	0.8%
0.06071485	1	0.8%
0.05356463	1	0.8%
0.08609878	1	0.8%
0.0680184	1	0.8%
0.09085286	1	0.8%
0.09059978	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02489714	1	0.8%
0.02910079	1	0.8%
0.02994745	1	0.8%
0.03058152	1	0.8%
0.03454352	1	0.8%

Value	Count	Frequency (%)
0.1328448	1	0.8%
0.1324076	1	0.8%
0.127054	1	0.8%
0.1248957	1	0.8%
0.1243124	1	0.8%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.74151369
Minimum	9.985236
Maximum	12.45158
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	9.985236
5-th percentile	10.5405665
Q1	11.434225
median	11.85662
Q3	12.1741325
95-th percentile	12.3842515
Maximum	12.45158
Range	2.466344
Interquartile range (IQR)	0.7399075

Descriptive statistics

Standard deviation	0.567607428
Coefficient of variation (CV)	0.04834192959
Kurtosis	0.9453564947
Mean	11.74151369
Median Absolute Deviation (MAD)	0.367095
Skewness	-1.137613054
Sum	1549.879807
Variance	0.3221781924
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.2185	1	0.8%
12.24524	1	0.8%
11.97556	1	0.8%
12.23031	1	0.8%
12.43741	1	0.8%
12.04161	1	0.8%
11.94171	1	0.8%
10.30775	1	0.8%
11.783	1	0.8%
12.00049	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.985236	1	0.8%
9.992211	1	0.8%
10.11623	1	0.8%
10.30775	1	0.8%
10.32643	1	0.8%

Value	Count	Frequency (%)
12.45158	1	0.8%
12.44541	1	0.8%
12.43741	1	0.8%
12.43565	1	0.8%
12.41873	1	0.8%

nCa(aq)
Real number (ℝ_≥0)

UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0004894765715
Minimum	3.167933e-05
Maximum	0.002278308
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	3.167933e-05
5-th percentile	5.73710595e-05
Q1	0.00013548705
median	0.00033168065
Q3	0.000676166475
95-th percentile	0.00131318695
Maximum	0.002278308
Range	0.00224662867
Interquartile range (IQR)	0.000540679425

Descriptive statistics

Standard deviation	0.0004707325084
Coefficient of variation (CV)	0.9617059034
Kurtosis	2.271168668
Mean	0.0004894765715
Median Absolute Deviation (MAD)	0.00022144445
Skewness	1.527883432
Sum	0.06461090744
Variance	2.215890945e-07
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00115657	1	0.8%
0.001250236	1	0.8%
0.0004410337	1	0.8%
0.001257421	1	0.8%
0.001122026	1	0.8%
0.000361444	1	0.8%
0.0004557846	1	0.8%
5.951412e-05	1	0.8%
0.0003315579	1	0.8%
0.0005528394	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.167933e-05	1	0.8%
3.362566e-05	1	0.8%
4.289694e-05	1	0.8%
4.675259e-05	1	0.8%
5.356051e-05	1	0.8%

Value	Count	Frequency (%)
0.002278308	1	0.8%
0.002233882	1	0.8%
0.001870495	1	0.8%
0.001675999	1	0.8%
0.00160873	1	0.8%

nCa(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5628522598
Minimum	0.1571865
Maximum	1.071995
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.1571865
5-th percentile	0.25451292
Q1	0.3957059
median	0.5422001
Q3	0.703792
95-th percentile	0.941597595
Maximum	1.071995
Range	0.9148085
Interquartile range (IQR)	0.3080861

Descriptive statistics

Standard deviation	0.2156532366
Coefficient of variation (CV)	0.383143592
Kurtosis	-0.6938650501
Mean	0.5628522598
Median Absolute Deviation (MAD)	0.1520687
Skewness	0.3391317342
Sum	74.2964983
Variance	0.04650631845
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.670379	1	0.8%
0.4161883	1	0.8%
0.3041075	1	0.8%
0.3699061	1	0.8%
0.5956427	1	0.8%
0.5197571	1	0.8%
0.764591	1	0.8%
0.4348643	1	0.8%
0.5827773	1	0.8%
0.5244281	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1571865	1	0.8%
0.1838394	1	0.8%
0.2077737	1	0.8%
0.2100239	1	0.8%
0.2218143	1	0.8%

Value	Count	Frequency (%)
1.071995	1	0.8%
1.0448	1	0.8%
1.023408	1	0.8%
0.9983057	1	0.8%
0.9748324	1	0.8%

nSi(aq)
Real number (ℝ_≥0)

UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.009598411e-05
Minimum	1.332651e-06
Maximum	0.0003877878
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.332651e-06
5-th percentile	2.59823785e-06
Q1	6.7147445e-06
median	1.240896e-05
Q3	3.05661275e-05
95-th percentile	0.00012206004
Maximum	0.0003877878
Range	0.000386455149
Interquartile range (IQR)	2.3851383e-05

Descriptive statistics

Standard deviation	4.980312627e-05
Coefficient of variation (CV)	1.654809694
Kurtosis	22.62729801
Mean	3.009598411e-05
Median Absolute Deviation (MAD)	7.62745e-06
Skewness	4.126999501
Sum	0.003972669903
Variance	2.480351386e-09
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.028254e-06	1	0.8%
7.501703e-06	1	0.8%
1.036035e-05	1	0.8%
8.187083e-06	1	0.8%
2.152951e-06	1	0.8%
6.19351e-06	1	0.8%
1.253787e-05	1	0.8%
0.0001314433	1	0.8%
1.856863e-05	1	0.8%
1.15432e-05	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.332651e-06	1	0.8%
1.569472e-06	1	0.8%
1.591621e-06	1	0.8%
1.718686e-06	1	0.8%
2.020199e-06	1	0.8%

Value	Count	Frequency (%)
0.0003877878	1	0.8%
0.0002458783	1	0.8%
0.0001655532	1	0.8%
0.0001606517	1	0.8%
0.0001496961	1	0.8%

nSi(s_reac)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4914164189
Minimum	0.2005458
Maximum	0.6984484
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.2005458
5-th percentile	0.236232685
Q1	0.38727915
median	0.5159454
Q3	0.612065125
95-th percentile	0.680671805
Maximum	0.6984484
Range	0.4979026
Interquartile range (IQR)	0.224785975

Descriptive statistics

Standard deviation	0.1425701151
Coefficient of variation (CV)	0.2901207807
Kurtosis	-0.9282724037
Mean	0.4914164189
Median Absolute Deviation (MAD)	0.1078887
Skewness	-0.4500039729
Sum	64.8669673
Variance	0.02032623772
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4770904	1	0.8%
0.2920524	1	0.8%
0.2443943	1	0.8%
0.2616316	1	0.8%
0.3741965	1	0.8%
0.4041209	1	0.8%
0.6252396	1	0.8%
0.632759	1	0.8%
0.520494	1	0.8%
0.416184	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2005458	1	0.8%
0.2022519	1	0.8%
0.2069438	1	0.8%
0.2080493	1	0.8%
0.2175999	1	0.8%

Value	Count	Frequency (%)
0.6984484	1	0.8%
0.6968831	1	0.8%
0.6924147	1	0.8%
0.6907353	1	0.8%
0.6853105	1	0.8%

nPortlandite
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.0 KiB

0	132

Common Values
Chart

Value	Count	Frequency (%)
0	132	100.0%

nAmor-Sl
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	1.0 KiB

0	132

Common Values
Chart

Value	Count	Frequency (%)
0	132	100.0%

mCSHQ
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08063501364
Minimum	0.02903427
Maximum	0.1365326
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.02903427
5-th percentile	0.0374229485
Q1	0.0618149525
median	0.080735485
Q3	0.101590975
95-th percentile	0.1206451
Maximum	0.1365326
Range	0.10749833
Interquartile range (IQR)	0.0397760225

Descriptive statistics

Standard deviation	0.02590449615
Coefficient of variation (CV)	0.3212561762
Kurtosis	-0.7527144553
Mean	0.08063501364
Median Absolute Deviation (MAD)	0.020230835
Skewness	-0.03335075938
Sum	10.6438218
Variance	0.0006710429208
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08830873	1	0.8%
0.05452902	1	0.8%
0.04208013	1	0.8%
0.04861183	1	0.8%
0.07494809	1	0.8%
0.07093376	1	0.8%
0.1065822	1	0.8%
0.07996074	1	0.8%
0.08442492	1	0.8%
0.07218343	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02903427	1	0.8%
0.02975472	1	0.8%
0.03163474	1	0.8%
0.03230956	1	0.8%
0.03456843	1	0.8%

Value	Count	Frequency (%)
0.1365326	1	0.8%
0.133499	1	0.8%
0.1309607	1	0.8%
0.1291438	1	0.8%
0.1276309	1	0.8%

nCa(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5628522598
Minimum	0.1571865
Maximum	1.071995
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.1571865
5-th percentile	0.25451292
Q1	0.3957059
median	0.5422001
Q3	0.703792
95-th percentile	0.941597595
Maximum	1.071995
Range	0.9148085
Interquartile range (IQR)	0.3080861

Descriptive statistics

Standard deviation	0.2156532366
Coefficient of variation (CV)	0.383143592
Kurtosis	-0.6938650501
Mean	0.5628522598
Median Absolute Deviation (MAD)	0.1520687
Skewness	0.3391317342
Sum	74.2964983
Variance	0.04650631845
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.670379	1	0.8%
0.4161883	1	0.8%
0.3041075	1	0.8%
0.3699061	1	0.8%
0.5956427	1	0.8%
0.5197571	1	0.8%
0.764591	1	0.8%
0.4348643	1	0.8%
0.5827773	1	0.8%
0.5244281	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1571865	1	0.8%
0.1838394	1	0.8%
0.2077737	1	0.8%
0.2100239	1	0.8%
0.2218143	1	0.8%

Value	Count	Frequency (%)
1.071995	1	0.8%
1.0448	1	0.8%
1.023408	1	0.8%
0.9983057	1	0.8%
0.9748324	1	0.8%

nSi(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4914164189
Minimum	0.2005458
Maximum	0.6984484
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.2005458
5-th percentile	0.236232685
Q1	0.38727915
median	0.5159454
Q3	0.612065125
95-th percentile	0.680671805
Maximum	0.6984484
Range	0.4979026
Interquartile range (IQR)	0.224785975

Descriptive statistics

Standard deviation	0.1425701151
Coefficient of variation (CV)	0.2901207807
Kurtosis	-0.9282724037
Mean	0.4914164189
Median Absolute Deviation (MAD)	0.1078887
Skewness	-0.4500039729
Sum	64.8669673
Variance	0.02032623772
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4770904	1	0.8%
0.2920524	1	0.8%
0.2443943	1	0.8%
0.2616316	1	0.8%
0.3741965	1	0.8%
0.4041209	1	0.8%
0.6252396	1	0.8%
0.632759	1	0.8%
0.520494	1	0.8%
0.416184	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2005458	1	0.8%
0.2022519	1	0.8%
0.2069438	1	0.8%
0.2080493	1	0.8%
0.2175999	1	0.8%

Value	Count	Frequency (%)
0.6984484	1	0.8%
0.6968831	1	0.8%
0.6924147	1	0.8%
0.6907353	1	0.8%
0.6853105	1	0.8%

nH2O(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.084928349
Minimum	0.3527603
Maximum	1.9176
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.3527603
5-th percentile	0.49180056
Q1	0.830837425
median	1.074232
Q3	1.36180675
95-th percentile	1.69312525
Maximum	1.9176
Range	1.5648397
Interquartile range (IQR)	0.530969325

Descriptive statistics

Standard deviation	0.3696890452
Coefficient of variation (CV)	0.3407497329
Kurtosis	-0.7331963469
Mean	1.084928349
Median Absolute Deviation (MAD)	0.2831725
Skewness	0.1219538295
Sum	143.2105421
Variance	0.1366699902
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.223958	1	0.8%
0.7572732	1	0.8%
0.5740849	1	0.8%
0.6743439	1	0.8%
1.058137	1	0.8%
0.9717193	1	0.8%
1.450927	1	0.8%
0.9744938	1	0.8%
1.136299	1	0.8%
0.9863142	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3527603	1	0.8%
0.3855049	1	0.8%
0.4190469	1	0.8%
0.4341383	1	0.8%
0.4625019	1	0.8%

Value	Count	Frequency (%)
1.9176	1	0.8%
1.872462	1	0.8%
1.835723	1	0.8%
1.802295	1	0.8%
1.772953	1	0.8%

C/S(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.147632458
Minimum	0.6781719
Maximum	1.60582
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.6781719
5-th percentile	0.698857555
Q1	0.8999336
median	1.1681565
Q3	1.37351725
95-th percentile	1.5412337
Maximum	1.60582
Range	0.9276481
Interquartile range (IQR)	0.47358365

Descriptive statistics

Standard deviation	0.273929443
Coefficient of variation (CV)	0.2386909163
Kurtosis	-1.180382807
Mean	1.147632458
Median Absolute Deviation (MAD)	0.2390649
Skewness	-0.1756603003
Sum	151.4874845
Variance	0.07503733976
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.405141	1	0.8%
1.425047	1	0.8%
1.244331	1	0.8%
1.413843	1	0.8%
1.591791	1	0.8%
1.286142	1	0.8%
1.222877	1	0.8%
0.6872511	1	0.8%
1.119662	1	0.8%
1.260087	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6781719	1	0.8%
0.6783145	1	0.8%
0.6811921	1	0.8%
0.6872511	1	0.8%
0.6879756	1	0.8%

Value	Count	Frequency (%)
1.60582	1	0.8%
1.599686	1	0.8%
1.591791	1	0.8%
1.590063	1	0.8%
1.573646	1	0.8%

nGelPW(CSH)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4189103258
Minimum	0.1213689
Maximum	0.8078792
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.1213689
5-th percentile	0.185571775
Q1	0.29989645
median	0.4030448
Q3	0.521258
95-th percentile	0.69957938
Maximum	0.8078792
Range	0.6865103
Interquartile range (IQR)	0.22136155

Descriptive statistics

Standard deviation	0.157830883
Coefficient of variation (CV)	0.3767653202
Kurtosis	-0.5231945889
Mean	0.4189103258
Median Absolute Deviation (MAD)	0.11041435
Skewness	0.3757678093
Sum	55.296163
Variance	0.02491058764
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4929377	1	0.8%
0.307321	1	0.8%
0.2179347	1	0.8%
0.2724982	1	0.8%
0.4507954	1	0.8%
0.3740273	1	0.8%
0.5473309	1	0.8%
0.3374202	1	0.8%
0.4197989	1	0.8%
0.3763026	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1213689	1	0.8%
0.1428753	1	0.8%
0.1542524	1	0.8%
0.1601562	1	0.8%
0.1656705	1	0.8%

Value	Count	Frequency (%)
0.8078792	1	0.8%
0.785947	1	0.8%
0.7691506	1	0.8%
0.7445645	1	0.8%
0.7212321	1	0.8%

ratio
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	132
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.148696006
Minimum	0.6779379033
Maximum	1.610132185
Zeros	0
Zeros (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.6779379033
5-th percentile	0.6988372476
Q1	0.9002179195
median	1.168888894
Q3	1.377052692
95-th percentile	1.544073015
Maximum	1.610132185
Range	0.9321942816
Interquartile range (IQR)	0.4768347725

Descriptive statistics

Standard deviation	0.2748045765
Coefficient of variation (CV)	0.239231768
Kurtosis	-1.180444505
Mean	1.148696006
Median Absolute Deviation (MAD)	0.2393088952
Skewness	-0.1733495746
Sum	151.6278728
Variance	0.07551755524
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.407541086	1	0.8%
1.429290704	1	0.8%
1.246082829	1	0.8%
1.418604891	1	0.8%
1.59478026	1	0.8%
1.287017129	1	0.8%
1.223581336	1	0.8%
0.6872023971	1	0.8%
1.120258952	1	0.8%
1.261380529	1	0.8%
Other values (122)	122	92.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6779379033	1	0.8%
0.6781786928	1	0.8%
0.6808695313	1	0.8%
0.6872023971	1	0.8%
0.6879153608	1	0.8%

Value	Count	Frequency (%)
1.610132185	1	0.8%
1.6048221	1	0.8%
1.59478026	1	0.8%
1.591919988	1	0.8%
1.575720953	1	0.8%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	df_index	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)	ratio
0	1	25.0	0.671536	0.477098	7.321368	0.110122	12.21850	0.001157	0.670379	0.000008	0.477090	0.088309	0.670379	0.477090	1.223958	1.405141	0.492938	1.407541
1	2	25.0	0.375090	0.269327	5.823679	0.092808	12.19657	0.000922	0.374168	0.000007	0.269320	0.049506	0.374168	0.269320	0.685075	1.389305	0.274215	1.392692
2	3	25.0	0.692074	0.474002	2.863043	0.029101	12.28912	0.000366	0.691708	0.000002	0.474001	0.089818	0.691708	0.474001	1.251622	1.459298	0.514404	1.460065
3	7	25.0	0.545185	0.667650	7.772879	0.119301	11.24618	0.000154	0.545031	0.000069	0.667581	0.091750	0.545031	0.667581	1.169811	0.816427	0.432301	0.816573
4	9	25.0	0.285268	0.297851	3.467041	0.052095	11.53502	0.000111	0.285156	0.000017	0.297834	0.044399	0.285156	0.297834	0.583583	0.957435	0.215384	0.957752
5	13	25.0	0.947430	0.666407	7.634158	0.106752	12.23848	0.001180	0.946250	0.000007	0.666400	0.124148	0.946250	0.666400	1.723229	1.419943	0.697975	1.421698
6	20	25.0	0.844805	0.599914	4.178622	0.047639	12.22155	0.000504	0.844301	0.000003	0.599910	0.111151	0.844301	0.599910	1.540897	1.407378	0.621119	1.408211
7	27	25.0	0.183949	0.208078	4.044704	0.066112	11.40265	0.000110	0.183839	0.000029	0.208049	0.029755	0.183839	0.208049	0.385505	0.883634	0.142875	0.884041
8	29	25.0	0.563427	0.554780	5.626962	0.081208	11.62629	0.000210	0.563218	0.000023	0.554757	0.085310	0.563218	0.554757	1.132020	1.015251	0.416534	1.015588
9	32	25.0	0.552312	0.357865	4.777290	0.068463	12.38323	0.001098	0.551213	0.000003	0.357862	0.070171	0.551213	0.357862	0.985749	1.540295	0.415509	1.543352

Last rows

	df_index	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)	ratio
122	449	25.0	0.429336	0.461854	6.377342	0.099206	11.48736	0.000193	0.429143	0.000037	0.461817	0.067780	0.429143	0.461817	0.886312	0.929248	0.327735	0.929593
123	451	25.0	0.679946	0.678960	4.412082	0.054920	11.60479	0.000135	0.679810	0.000016	0.678944	0.103637	0.679810	0.678944	1.372225	1.001275	0.505178	1.001451
124	454	25.0	0.509127	0.692526	7.516997	0.115508	10.90914	0.000107	0.509020	0.000111	0.692415	0.090397	0.509020	0.692415	1.124005	0.735138	0.404261	0.735174
125	457	25.0	0.496122	0.448669	3.057949	0.037704	11.76176	0.000131	0.495991	0.000008	0.448661	0.072263	0.495991	0.448661	0.970914	1.105490	0.358157	1.105763
126	459	25.0	0.827453	0.633545	6.611676	0.091621	12.07118	0.000665	0.826788	0.000010	0.633535	0.112161	0.826788	0.633535	1.539325	1.305038	0.596540	1.306067
127	481	25.0	1.072483	0.696884	3.611232	0.030582	12.38102	0.000488	1.071995	0.000001	0.696883	0.136533	1.071995	0.696883	1.917600	1.538271	0.807879	1.538968
128	484	25.0	0.318644	0.217605	5.098688	0.081699	12.28954	0.001029	0.317616	0.000005	0.217600	0.041239	0.317616	0.217600	0.574685	1.459632	0.236218	1.464327
129	490	25.0	0.836975	0.562932	5.676714	0.075304	12.32036	0.001027	0.835949	0.000004	0.562928	0.107845	0.835949	0.562928	1.506697	1.485001	0.624759	1.486814
130	491	25.0	0.867994	0.603046	2.953816	0.024897	12.26327	0.000293	0.867700	0.000002	0.603044	0.113270	0.867700	0.603044	1.575211	1.438867	0.642589	1.439349
131	493	25.0	0.312835	0.435603	3.662445	0.053623	10.77644	0.000047	0.312788	0.000061	0.435542	0.056222	0.312788	0.435542	0.694574	0.718158	0.247052	0.718165

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows